Evidence map›Paper›PMID 34611967›Full record

ArticleAddiction biology2022

Genetic liability for substance use associated with medical comorbidities in electronic health records of African- and European-ancestry individuals.

Emily E Hartwell, Alison K Merikangas, Shefali S Verma, Marylyn D Ritchie, Regeneron Genetics Center, Henry R Kranzler, Rachel L Kember

Open access · greenAbstract read
In one paragraph

Article in Addiction biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
3.8field-weighted citation impact, top 6% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

12 citing papers in PubMed, 16 citations in OpenAlex.

  1. Review
  2. Youth Correlates of Genetic Liability to Substance Use Disorders.medRxiv : the preprint server for health sciences · 2025
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors at 3 institutions in 1 country.

Emily E HartwellMental Illness Research, Education and Clinical Center, Corporal Michael J. Crescenz VA Medical Center, Philadelphia, Pennsylvania, USA.ORCID 0000-0002-5137-9714
Alison K MerikangasDepartment of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.ORCID 0000-0003-2253-839X
Shefali S VermaDepartment of Pathology and Laboratory Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.ORCID 0000-0001-5216-4670
Marylyn D RitchieDepartment of Genetics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.ORCID 0000-0002-1208-1720
Regeneron Genetics Center
Henry R KranzlerMental Illness Research, Education and Clinical Center, Corporal Michael J. Crescenz VA Medical Center, Philadelphia, Pennsylvania, USA.ORCID 0000-0002-1018-0450
Rachel L KemberMental Illness Research, Education and Clinical Center, Corporal Michael J. Crescenz VA Medical Center, Philadelphia, Pennsylvania, USA.ORCID 0000-0001-8820-2659
Philadelphia VA Medical Center · USUniversity of Pennsylvania · USChildren's Hospital of Philadelphia · US

Funding

Phenotypic Diversity in COVID-19UL1TR001878 · NCATS · UNIVERSITY OF PENNSYLVANIA · PI FITZGERALD, GARRET A · 2016 to 2025
$102.4M
Characterizing the phenotypic spectrum associated with genetic liability for alcohol use disorderK01AA028292 · NIAAA · UNIVERSITY OF PENNSYLVANIA · PI KEMBER, RACHEL LORRAINE · 2021 to 2024
$505k
Genetic Vulnerability for Sustained Multi-Substance Use in MVPI01BX003341 · VA · VA CONNECTICUT HEALTHCARE SYSTEM · PI FEDERMAN, DANIEL, JUSTICE, AMY CAROLINE · 2017 to 2017
–
Pharmacogenetic Study of Opioid Agonist Treatments in MVPI01CX001734 · VA · PHILADELPHIA VA MEDICAL CENTER · PI KAMPMAN, KYLE MATTHEW · 2019 to 2021
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BLRD VA I01 BX003341CSRD VA I01 CX001734NCATS NIH HHS UL1 TR001878NIAAA NIH HHS K01 AA028292
6 · The paper itself

Abstract

Polygenic risk scores (PRS) represent an individual's summed genetic risk for a trait and can serve as biomarkers for disease. Less is known about the utility of PRS as a means to quantify genetic risk for substance use disorders (SUDs) than for many other traits. Nonetheless, the growth of large, electronic health record-based biobanks makes it possible to evaluate the association of SUD PRS with other traits. We calculated PRS for smoking initiation, alcohol use disorder (AUD), and opioid use disorder (OUD) using summary statistics from the Million Veteran Program sample. We then tested the association of each PRS with its primary phenotype in the Penn Medicine BioBank (PMBB) using all available genotyped participants of African or European ancestry (AFR and EUR, respectively) (N = 18,612). Finally, we conducted phenome-wide association analyses (PheWAS) separately by ancestry and sex to test for associations across disease categories. Tobacco use disorder was the most common SUD in the PMBB, followed by AUD and OUD, consistent with the population prevalence of these disorders. All PRS were associated with their primary phenotype in both ancestry groups. PheWAS results yielded cross-trait associations across multiple domains, including psychiatric disorders and medical conditions. SUD PRS were associated with their primary phenotypes; however, they are not yet predictive enough to be useful diagnostically. The cross-trait associations of the SUD PRS are indicative of a broader genetic liability. Future work should extend findings to additional population groups and for other substances of abuse.

Indexed as

ComorbidityAdultAgedAged, 80 and overAlcoholismBlack PeopleElectronic Health RecordsFemaleGenetic Predisposition to DiseaseGenome-Wide Association StudyGenotypeHumansMaleMiddle AgedMultifactorial InheritanceOpioid-Related Disorderselectronic health recordgenome-wide association studyphenome-wide association studypolygenic risk scoresubstance use disorders

Identifiers

PMID34611967
PMCPMC9254745
OpenAlexW3204254094

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.